Mamba-in-Computer-Vision
Mamba-in-Vision
A paper list of some recent Mamba-based CV works. If you find some ignored papers, please open issues or pull requests.
**Last updated: 2024/08/12
Mamba
Survey
- (arXiv 2024.04) Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges, [Paper], [Project]
- (arXiv 2024.04) A Survey on Visual Mamba, [Paper]
- (arXiv 2024.04) State Space Model for New-Generation Network Alternative to Transformers: A Survey, [Paper], [Project]
- (arXiv 2024.05) A Survey on Vision Mamba: Models, Applications and Challenges, [Paper], [Project]
- (arXiv 2024.05) Vision Mamba: A Comprehensive Survey and Taxonomy, [Paper], [Project]
Recent Papers
Action
- (arXiv 2024.03) HARMamba: Efficient Wearable Sensor Human Activity Recognition Based on Bidirectional Selective SSM, [Paper]
- (arXiv 2024.04) Simba: Mamba augmented U-ShiftGCN for Skeletal Action Recognition in Videos, [Paper]
Adversarial Attack
- (arXiv 2024.03) Understanding Robustness of Visual State Space Models for Image Classification, [Paper]
Anomaly Detection
- (arXiv 2024.04) MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection, [Paper], [Code]
- (arXiv 2024.07) ALMRR: Anomaly Localization Mamba on Industrial Textured Surface with Feature Reconstruction and Refinement, [Paper], [Code]
Assessment
- (arXiv 2024.06) Q-Mamba: On First Exploration of Vision Mamba for Image Quality Assessment, [Paper], [Code]
Autonomous Driving
- (arXiv 2024.05) DriveWorld: 4D Pre-trained Scene Understanding via World Models for Autonomous Driving, [Paper]
Classification (Backbone)
- (arXiv 2024.01) Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model, [Paper], [Code]
- (arXiv 2024.01) VMamba: Visual State Space Model, [Paper], [Code]
- (arXiv 2024.02) Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining, [Paper], [Code]
- (arXiv 2024.02) Res-VMamba: Fine-Grained Food Category Visual Classification Using Selective State Space Models with Deep Residual Learning, [Paper],[Code]
- (arXiv 2024.02) Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data, [Paper]
- (arXiv 2024.03) LocalMamba: Visual State Space Model with Windowed Selective Scan, [Paper], [Code]
- (arXiv 2024.03) EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba, [Paper], [Code]
- (arXiv 2024.03) On the low-shot transferability of [V]-Mamba, [Paper]
- (arXiv 2024.03) SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series, [Paper], [Code]
- (arXiv 2024.03) PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition, [Paper],[Code]
- (arXiv 2024.03) MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection, [Paper],[Code]
- (arXiv 2024.05) Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model, [Paper],[Code]
- (arXiv 2024.05) Scalable Visual State Space Model with Fractal Scanning, [Paper]
- (arXiv 2024.05) Mamba-R: Vision Mamba ALSO Needs Registers, [Paper]
- (arXiv 2024.05) Demystify Mamba in Vision: A Linear Attention Perspective, [Paper],[Code]
- (arXiv 2024.05) Vim-F: Visual State Space Model Benefiting from Learning in the Frequency Domain, [Paper],[Code]
- (arXiv 2024.06) Autoregressive Pretraining with Mamba in Vision, [Paper],[Code]
- (arXiv 2024.06) Towards Evaluating the Robustness of Visual State Space Models, [Paper],[Code]
- (arXiv 2024.06) MambaVision: A Hybrid Mamba-Transformer Vision Backbone, [Paper],[Code]
- (arXiv 2024.07) GroupMamba: Parameter-Efficient and Accurate Group Visual State Space Model, [Paper],[Code]
Compression
- (arXiv 2024.05) MambaVC: Learned Visual Compression with Selective State Spaces, [Paper]
Crowd Counting
- (arXiv 2024.05) VMambaCC: A Visual State Space Model for Crowd Counting, [Paper]
Deblurring
- (arXiv 2024.03) Aggregating Local and Global Features via Selective State Spaces Model for Efficient Image Deblurring, [Paper],[Code]
- (arXiv 2024.05) Efficient Visual State Space Model for Image Deblurring, [Paper]
Dehazing
- (arXiv 2024.02) U-shaped Vision Mamba for Single Image Dehazing, [Paper],[Code]
- (arXiv 2024.05) RSDehamba: Lightweight Vision Mamba for Remote Sensing Satellite Image Dehazing, [Paper]
Depth
- (arXiv 2024.06) MambaDepth: Enhancing Long-range Dependency for Self-Supervised Fine-Structured Monocular Depth Estimation, [Paper],[Code]
Deraining
- (arXiv 2024.04) FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining, [Paper]
- (arXiv 2024.05) Image Deraining with Frequency-Enhanced State Space Model, [Paper]
- (arXiv 2024.08) RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining, [Paper],[Code]
Detection
- (arXiv 2024.03) MiM-ISTD: Mamba-in-Mamba for Efficient Infrared Small Target Detection, [Paper],[Code]
- (arXiv 2024.04) Fusion-Mamba for Cross-modality Object Detection, [Paper]
- (arXiv 2024.04) CFMW: Cross-modality Fusion Mamba for Multispectral Object Detection under Adverse Weather Conditions, [Paper],[Code]
- (arXiv 2024.05) SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients, [Paper],[Code]
- (arXiv 2024.06) Mamba YOLO: SSMs-Based YOLO For Object Detection, [Paper],[Code]
- (arXiv 2024.08) MonoMM: A Multi-scale Mamba-Enhanced Network for Real-time Monocular 3D Object Detection, [Paper]
- (arXiv 2024.08) MambaST: A Plug-and-Play Cross-Spectral Spatial-Temporal Fuser for Efficient Pedestrian Detection, [Paper],[Code]
Diffusion
- (arXiv 2024.03) ZigMa: Zigzag Mamba Diffusion Model, [Paper],[Code]
- (arXiv 2024.05) DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis, [Paper],[Code]
- (arXiv 2024.05) Scaling Diffusion Mamba with Bidirectional SSMs for Efficient Image and Video Generation, [Paper]
- (arXiv 2024.06) Dimba: Transformer-Mamba Diffusion Models, [Paper],[Code]
- (arXiv 2024.08) LaMamba-Diff: Linear-Time High-Fidelity Diffusion Models Based on Local Attention and Mamba, [Paper]
Domain
Enhancement
- (arXiv 2024.04) MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 FLOPs, [Paper],[Code]
- (arXiv 2024.05) Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement, [Paper],[Code]
- (arXiv 2024.05) WaterMamba: Visual State Space Model for Underwater Image Enhancement, [Paper]
- (arXiv 2024.05) MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space, [Paper]
- (arXiv 2024.06) LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network, [Paper]
- (arXiv 2024.06) PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement, [Paper],[Code]
- (arXiv 2024.07) RESVMUNetX: A Low-Light Enhancement Network Based on VMamba, [Paper]
- (arXiv 2024.08) Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement, [Paper],[Code]
Event Cameras
- (arXiv 2024.02) State Space Models for Event Cameras, [Paper]
- (arXiv 2024.04) MambaPupil: Bidirectional Selective Recurrent model for Event-based Eye tracking, [Paper]
Face
编辑推荐精选
iTerms
企业专属的AI法律顾问
iTerms是法大大集团旗下法律子品牌，基于最先进的大语言模型(LLM)、专业的法律知识库和强大的智能体架构，帮助企业扫清合规障碍，筑牢风控防线，成为您企业专属的AI法律顾问。
SimilarWeb流量提升
稳定高效的流量提升解决方案，助力品牌曝光
稳定高效的流量提升解决方案，助力品牌曝光
Sora2视频免费生成
最新版Sora2模型免费使用，一键生成无水印视频
最新版Sora2模型免费使用，一键生成无水印视频
Transly
实时语音翻译/同声传译工具
Transly是一个多场景的AI大语言模型驱动的同声传译、专业翻译助手，它拥有超精准的音频识别翻译能力，几乎零延迟的使用体验和支持多国语言可以让你带它走遍全球，无论你是留学生、商务人士、韩剧美剧爱好者，还是出国游玩、多国会议、跨国追星等等，都可以满足你所有需要同传的场景需求，线上线下通用，扫除语言障碍，让全世界的语言交流不再有国界。
讯飞绘文
选题、配图、成文，一站式创作，让内容运营更高效
讯飞绘文，一个AI集成平台，支持写作、选题、配图、排版和发布。高效生成适用于各类媒体的定制内容，加速品牌传播，提升内容营销效果。
热门AI辅助写作AI工具讯飞绘文内容运营AI创作个性化文章多平台分发AI助手
TRAE编程
AI辅助编程，代码自动修复
Trae是一种自适应的集成开发环境（IDE），通过自动化和多元协作改变开发流程。利用Trae，团队能够更快速、精确地编写和部署代码，从而提高编程效率和项目交付速度。Trae具备上下文感知和代码自动完成功能，是提升开发效率的理想工具。
AI工具TraeAI IDE协作生产力转型热门
商汤小浣熊
最强AI数据分析助手
小浣熊家族Raccoon，您的AI智能助手，致力于通过先进的人工智能技术，为用户提供高效、便捷的智能服务。无论是日常咨询还是专业问题解答，小浣熊都能以快速、准确的响应满足您的需求，让您的生活更加智能便捷。
imini AI
像人一样思考的AI智能体
imini 是一款超级AI智能体，能根据人类指令，自主思考、自主完成、并且交付结果的AI智能体。
Keevx
AI数字人视频创作平台
Keevx 一款开箱即用的AI数字人视频创作平台，广泛适用于电商广告、企业培训与社媒宣传，让全球企业与个人创作者无需拍摄剪辑，就能快速生成多语言、高质量的专业视频。
即梦AI
一站式AI创作平台
提供 AI 驱动的图片、视频生成及数字人等功能，助力创意创作
下拉加载更多
推荐工具精选
AI云服务特惠
懂AI专属折扣关注微信公 众号
最新AI工具、AI资讯
独家AI资源、AI项目落地
微信扫一扫关注公众号